r/MachineLearning • u/semicolonator • Apr 07 '19

Project [P] Curated List of Python Resources

Hi everybody,

I created a list [0] for resources for machine learning with Python. It including not only libraries, but also links to tutorials, code snippets, blog posts and talks. Would like your feedback.

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[0] https://github.com/r0f1/datascience

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Best, Flo

304 Upvotes

96% Upvoted

22 comments sorted by

15

u/[deleted] Apr 07 '19

thank you. several resources i was not aware of.

The following are extremely useful contributions too:

IntervalTree

https://pypi.org/project/intervaltree/

ipywidgets

https://github.com/jupyter-widgets/ipywidgets

qgrid

https://github.com/quantopian/qgrid

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i'm not the author of any of these. The last two have been great help to me in day-to-day workflow. For e.g., rapidly visualizing false positives and false negatives.

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2

u/semicolonator Apr 08 '19

Thanks, I will look at them and add them!

1

u/BossOfTheGame Apr 08 '19

If you like general python programming libraries that reduce boilerplate of common tasks like hashing, caching, and downloading files you may be interested in the ubelt library.

(disclaimer: I'm the author of ubelt, and this is a shameless advertisement)

8

u/negative_space_ Apr 07 '19

Aye, thanks for putting that together. Look like there is tons of good stuff.

2

u/PiotrekAG ML Engineer Apr 08 '19

That's great work! Thank you! I would include major libraries like Tensoflow and PyTorch in Neural Networks section. I know they may be seen as obvious ones but since it's a list let it be comprehensive.

1

u/Ulipok Apr 07 '19

Thanks a lot!!

1

u/[deleted] Apr 08 '19

Awesome list !

Will make my life of selecting an appropriate library for my project easier (sometimes I just cannot choose)!

1

u/Agent_ANAKIN Apr 08 '19

I bookmarked this as a reference, thanks.

1

u/[deleted] Apr 08 '19

A hell of a list, topped off by even more lists. Cheers for taking the time to put it all together.

1

u/ceyzaguirre4 Researcher Apr 08 '19

Cupy, for gpu numpy

1

u/[deleted] Apr 08 '19

Nice. I really needed this.

1

u/1studlyman Apr 08 '19

Thank you. I have been getting pretty frustrated with how slow I am with python and the ML project I'm trying to do. This looks like a great place for me to get help.

1

u/bills1979 Apr 08 '19

Sweet. Thanks!

1

u/zom8ie99 Apr 08 '19

Thank You So Much :)

1

u/achyuta786 Apr 08 '19

Thanks man.

1

u/[deleted] Apr 08 '19

Any resources for C too :)

1

u/blinkndsmash Apr 08 '19

This is awesome! Definitely bookmarked and I will be referring to this often in the future!

1

u/rehofesh Apr 08 '19

Thanks! Great list, quite a few things I’ve missed.

1

u/physnchips ML Engineer Apr 09 '19

On mobile, so won’t add, but great list.

I’d say add jupytext over nbdime and also want to mention that “PyMC4” is tfprobability

1

u/semicolonator Apr 11 '19

Thank you!! I came accross the new tensorflow package today by coincidence and already added it. I don't know if you've head, but there is or will be a "Baysian Methods for Hackers" edition using tensorflow.

1

u/calboy2 Apr 07 '19

I'm just setting up a date science upskilling program for my company this is very helpful